# The following Python packages will be used for data formatting and visualizations for EDA
import matplotlib.pyplot as plt
import seaborn as sns
import plotly.express as px
import pandas as pd
import numpy as np
VideoGameDF = pd.read_csv("/Users/Andrew/Documents/backloggd_games.csv")
# Drop columns that will be irrelevant to the EDA & recommendation system
VideoGameDF = VideoGameDF.drop("Unnamed: 0", axis = 1)
VideoGameDF = VideoGameDF.drop("Playing", axis = 1)
VideoGameDF = VideoGameDF.drop("Backlogs", axis = 1)
VideoGameDF = VideoGameDF.drop("Wishlist", axis = 1)
VideoGameDF = VideoGameDF.drop("Lists", axis = 1)
VideoGameDF = VideoGameDF.drop_duplicates(keep = "last") # Remove the multiple duplicate rows found throughout the dataframe
VideoGameDF.rename(columns = {"Plays": "Total Players"}, inplace = True)
VideoGameDF.rename(columns = {"Rating": "Average Rating"}, inplace = True)
VideoGameDF.rename(columns = {"Reviews": "Total Reviews"}, inplace = True)
VideoGameDF.head(1)
| Title | Release_Date | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | Elden Ring | Feb 25, 2022 | ['FromSoftware', 'Bandai Namco Entertainment'] | Elden Ring is a fantasy, action and open world... | ['Windows PC', 'PlayStation 4', 'Xbox One', 'P... | ['Adventure', 'RPG'] | 4.5 | 21K | 3K |
VideoGameDF['Release_Date'] = VideoGameDF['Release_Date'].replace('TBD', np.nan)
VideoGameDF["Release_Date"] = pd.to_datetime(VideoGameDF["Release_Date"])
VideoGameDF["Release_Date"] = VideoGameDF["Release_Date"].dt.year
VideoGameDF.dropna(subset=["Release_Date"], inplace = True)
VideoGameDF["Release_Date"] = VideoGameDF["Release_Date"].astype(int)
VideoGameDF.rename(columns = {"Release_Date": "Release Year"}, inplace = True)
# Since this dataset is from June 2023, we will not include games where the release year was planned to be after 2023 in case a change occurred.
VideoGameDF = VideoGameDF[VideoGameDF["Release Year"] <= 2023]
VideoGameDF.head(1)
| Title | Release Year | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | Elden Ring | 2022 | ['FromSoftware', 'Bandai Namco Entertainment'] | Elden Ring is a fantasy, action and open world... | ['Windows PC', 'PlayStation 4', 'Xbox One', 'P... | ['Adventure', 'RPG'] | 4.5 | 21K | 3K |
def ConvertLetter(ColumnValue):
if "K" in ColumnValue:
ColumnValue = float(ColumnValue.replace("K", "")) * 1000
elif "M" in ColumnValue:
ColumnValue = float(ColumnValue.replace("M", "")) * 1000000
return int(ColumnValue)
VideoGameDF["Total Players"] = VideoGameDF["Total Players"].apply(ConvertLetter)
VideoGameDF["Total Reviews"] = VideoGameDF["Total Reviews"].apply(ConvertLetter)
VideoGameDF.head(1)
| Title | Release Year | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | Elden Ring | 2022 | ['FromSoftware', 'Bandai Namco Entertainment'] | Elden Ring is a fantasy, action and open world... | ['Windows PC', 'PlayStation 4', 'Xbox One', 'P... | ['Adventure', 'RPG'] | 4.5 | 21000 | 3000 |
VideoGameDF["Genres"] = VideoGameDF["Genres"].str.strip("[]")
VideoGameDF["Genres"] = VideoGameDF["Genres"].str.replace(r"'", "", regex = True)
VideoGameDF["Developers"] = VideoGameDF["Developers"].str.strip("[]")
VideoGameDF["Developers"] = VideoGameDF["Developers"].str.replace(r"'", "", regex = True)
VideoGameDF["Platforms"] = VideoGameDF["Platforms"].str.strip("[]")
VideoGameDF["Platforms"] = VideoGameDF["Platforms"].str.replace(r"'", "", regex = True)
VideoGameDF.head(10)
| Title | Release Year | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | Elden Ring | 2022 | FromSoftware, Bandai Namco Entertainment | Elden Ring is a fantasy, action and open world... | Windows PC, PlayStation 4, Xbox One, PlayStati... | Adventure, RPG | 4.5 | 21000 | 3000 |
| 1 | The Legend of Zelda: Breath of the Wild | 2017 | Nintendo, Nintendo EPD Production Group No. 3 | The Legend of Zelda: Breath of the Wild is the... | Wii U, Nintendo Switch | Adventure, Puzzle | 4.4 | 35000 | 3000 |
| 2 | Hades | 2018 | Supergiant Games | A rogue-lite hack and slash dungeon crawler in... | Windows PC, Mac, PlayStation 4, Xbox One, Play... | Adventure, Brawler, Indie, RPG | 4.3 | 25000 | 2100 |
| 3 | Hollow Knight | 2017 | Team Cherry | A 2D metroidvania with an emphasis on close co... | Windows PC, Mac, Linux, Nintendo Switch | Adventure, Indie, Platform | 4.4 | 25000 | 2100 |
| 4 | Undertale | 2015 | tobyfox, 8-4 | A small child falls into the Underground, wher... | Windows PC, Mac, Linux, PlayStation 4, Xbox On... | Adventure, Indie, RPG, Turn Based Strategy | 4.2 | 32000 | 2500 |
| 5 | Minecraft | 2011 | Mojang Studios | Minecraft focuses on allowing the player to ex... | Windows PC, Mac, Linux | Adventure, Simulator | 4.3 | 38000 | 2700 |
| 6 | Omori | 2020 | OMOCAT, PLAYISM | A turn-based surreal horror RPG in which a chi... | Windows PC, Mac, PlayStation 4, Xbox One, Nint... | Adventure, Indie, RPG, Turn Based Strategy | 4.1 | 8700 | 1400 |
| 7 | The Legend of Zelda: Tears of the Kingdom | 2023 | Nintendo | The Legend of Zelda: Tears of the Kingdom is t... | Nintendo Switch | Adventure | 4.6 | 4300 | 1100 |
| 8 | Resident Evil 4 | 2023 | Capcom, Capcom Development Division 1 | Resident Evil 4 is a remake of the 2005 origin... | Windows PC, PlayStation 4, PlayStation 5, Xbox... | Adventure, Puzzle, Shooter | 4.6 | 6100 | 1400 |
| 9 | NieR: Automata | 2017 | PlatinumGames, Square Enix | NieR: Automata tells the story of androids 2B,... | Windows PC, PlayStation 4 | Brawler, RPG | 4.3 | 20000 | 1400 |
VideoGameDF.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 36851 entries, 0 to 59999 Data columns (total 9 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Title 36851 non-null object 1 Release Year 36851 non-null int32 2 Developers 36851 non-null object 3 Summary 35185 non-null object 4 Platforms 36851 non-null object 5 Genres 36851 non-null object 6 Average Rating 19867 non-null float64 7 Total Players 36851 non-null int64 8 Total Reviews 36851 non-null int64 dtypes: float64(1), int32(1), int64(2), object(5) memory usage: 2.7+ MB
VideoGameDF.describe()
| Release Year | Average Rating | Total Players | Total Reviews | |
|---|---|---|---|---|
| count | 36851.000000 | 19867.000000 | 36851.000000 | 36851.000000 |
| mean | 2010.325446 | 3.058851 | 328.056878 | 18.697295 |
| std | 10.571601 | 0.713488 | 1506.249394 | 91.686865 |
| min | 1952.000000 | 0.300000 | -1.000000 | 0.000000 |
| 25% | 2004.000000 | 2.600000 | 1.000000 | 0.000000 |
| 50% | 2014.000000 | 3.100000 | 6.000000 | 0.000000 |
| 75% | 2019.000000 | 3.600000 | 67.000000 | 4.000000 |
| max | 2023.000000 | 5.000000 | 38000.000000 | 3000.000000 |
bins = [0, 1, 2, 3, 4, 5]
labels = ['0.0 - 1.0', '1.0 - 2.0', '2.0 - 3.0', '3.0 - 4.0', '4.0 - 5.0']
VideoGameDF['Rating Range'] = pd.cut(VideoGameDF['Average Rating'], bins=bins, labels=labels, include_lowest=True)
rating_counts = VideoGameDF['Rating Range'].value_counts().sort_index()
fig = px.bar(x=rating_counts.index, y=rating_counts.values,
labels={'x': 'Rating Interval', 'y': 'Number of Published Games'},
title='Interactive Distribution of Games by User Rating')
fig.update_layout(title_x = 0.5)
fig.show()
GamesByYear = VideoGameDF["Release Year"].value_counts().reset_index()
GamesByYear.columns = ["Release Year", "Number of Games"]
GamesByYear = GamesByYear.sort_values("Release Year")
sns.lineplot(x = "Release Year", y = "Number of Games", data = GamesByYear, color = "#5D3FD3")
plt.title("Amount of Video Games Released by Year")
plt.xlabel("Release Year")
plt.xlim(None, 2023)
plt.ylabel("Number of Games")
plt.show()
GamesByYear = VideoGameDF["Release Year"].value_counts().reset_index()
GamesByYear.columns = ["Release Year", "Number of Games"]
GamesByYear = GamesByYear.sort_values("Release Year")
sns.lineplot(x = "Release Year", y = "Number of Games", data = GamesByYear)
plt.title("Amount of Video Games Released from 2013 - 2023")
plt.xlabel("Release Year")
plt.xlim(2013, 2023)
plt.ylabel("Number of Games")
plt.axvline(x = 2020, linestyle = "dotted", color = "r", label = "Beginning year of the COVID-19 pandemic")
plt.axvline(x = 2022, linestyle = "dotted", color = "r", label = "End year of the COVID-19 pandemic")
plt.legend(loc = "center left", bbox_to_anchor = (1, 0.5))
plt.show()
COVIDPeriod_Integral = GamesByYear[(GamesByYear["Release Year"] >= 2020) &
(GamesByYear["Release Year"] <= 2022)]["Number of Games"].sum()
ModernDay_Integral = GamesByYear[(GamesByYear["Release Year"] >= 2013) &
(GamesByYear["Release Year"] <= 2023)]["Number of Games"].sum()
print(f"During the COVID-19 pandemic, there was approximately a total of {COVIDPeriod_Integral} video games released.")
print(f"\nHowever, as of June 2023, at least {ModernDay_Integral} video games have released since 2013.")
During the COVID-19 pandemic, there was approximately a total of 6204 video games released. However, as of June 2023, at least 20213 video games have released since 2013.
# The following Python packages will be used for conducting feature engineering and the NLP process
import nltk
from nltk.corpus import stopwords
from nltk.stem import PorterStemmer
from nltk.tokenize import word_tokenize
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.metrics.pairwise import cosine_similarity
VideoGameDF = VideoGameDF.drop("Rating Range", axis = 1) # Since the ratings will be displayed, keeping the range is unnecessary
VideoGameDF.dropna(subset = ["Summary"], inplace = True)
VideoGameDF.dropna(subset = ["Average Rating"], inplace = True)
# We will only be using data from games that are relatively popular & widely supported to avoid unfavorable results
VideoGameDF = VideoGameDF.loc[(VideoGameDF["Average Rating"] >= 3.5) & (VideoGameDF["Total Players"] >= 5000)]
VideoGameDF.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 413 entries, 0 to 1368 Data columns (total 9 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Title 413 non-null object 1 Release Year 413 non-null int32 2 Developers 413 non-null object 3 Summary 413 non-null object 4 Platforms 413 non-null object 5 Genres 413 non-null object 6 Average Rating 413 non-null float64 7 Total Players 413 non-null int64 8 Total Reviews 413 non-null int64 dtypes: float64(1), int32(1), int64(2), object(5) memory usage: 30.7+ KB
# Preprocessing setup
stop_words = set(stopwords.words('english'))
stemmer = PorterStemmer()
def preprocess_text(text):
tokens = word_tokenize(text.lower())
filtered_tokens = [w for w in tokens if not w in stop_words]
stemmed_tokens = [stemmer.stem(w) for w in filtered_tokens]
return " ".join(stemmed_tokens)
# Preprocess descriptions
VideoGameDF['NLP-Processed Text'] = VideoGameDF['Summary'].apply(preprocess_text)
# TF-IDF Vectorizer
tfidf_vectorizer = TfidfVectorizer()
tfidf_matrix = tfidf_vectorizer.fit_transform(VideoGameDF['NLP-Processed Text'])
def recommend_games(game_index, tfidf_matrix, VideoGameDF, top_n = 5):
# Get the title of the game used as the basis for recommendation
base_game_title = VideoGameDF.iloc[game_index]['Title'].lower()
# Compute cosine similarities
cosine_similarities = cosine_similarity(tfidf_matrix[game_index], tfidf_matrix).flatten()
# Get the indices of the games sorted by similarity
similar_indices = cosine_similarities.argsort()[::-1]
# Filter out games with the same title or very similar titles
filtered_indices = []
for i in similar_indices:
# Skip the game itself
if i == game_index:
continue
# Check if the title of the similar game is different enough from the base game title
similar_game_title = VideoGameDF.iloc[i]['Title'].lower()
if base_game_title not in similar_game_title:
filtered_indices.append(i)
# Stop when we have enough recommendations
if len(filtered_indices) == top_n:
break
return VideoGameDF.iloc[filtered_indices]
def display_game_recommendations(game_index, tfidf_matrix, VideoGameDF, top_n = 5):
# Display original game information as a single-row DataFrame
print("If you liked this video game:")
display(VideoGameDF.iloc[[game_index]]) # Use double brackets to keep it as a DataFrame
# Get recommended games using the provided 'recommend_games' function
recommended_games = recommend_games(game_index, tfidf_matrix, VideoGameDF, top_n)
# Print top N recommended games
print(f"You may also enjoy these {top_n} popular video games!")
display(recommended_games)
display_game_recommendations(0, tfidf_matrix, VideoGameDF)
If you liked this video game:
| Title | Release Year | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | NLP-Processed Text | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Elden Ring | 2022 | FromSoftware, Bandai Namco Entertainment | Elden Ring is a fantasy, action and open world... | Windows PC, PlayStation 4, Xbox One, PlayStati... | Adventure, RPG | 4.5 | 21000 | 3000 | elden ring fantasi , action open world game rp... |
You may also enjoy these 5 popular video games!
| Title | Release Year | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | NLP-Processed Text | |
|---|---|---|---|---|---|---|---|---|---|---|
| 65 | Dark Souls | 2011 | Bandai Namco Entertainment, FromSoftware | An action RPG and spiritual sequel to Demon's ... | Windows PC, Xbox 360, PlayStation 3 | Adventure, RPG | 4.3 | 16000 | 857 | action rpg spiritu sequel demon 's soul player... |
| 429 | Final Fantasy VIII | 1999 | Square, Square Enix | Final Fantasy VIII is the eighth main installm... | Windows PC, PlayStation 3, PlayStation, PlaySt... | Adventure, RPG | 3.7 | 5600 | 276 | final fantasi viii eighth main instal final fa... |
| 199 | Final Fantasy IX | 2000 | Square, Square Electronic Arts | Final Fantasy IX is the ninth main installment... | PlayStation 3, PlayStation, PlayStation Vita, ... | RPG, Turn Based Strategy | 4.3 | 7500 | 368 | final fantasi ix ninth main instal ff seri . t... |
| 186 | Monster Hunter Rise | 2021 | Capcom, Capcom Development Division 2 | Rise to the challenge and join the hunt! In Mo... | Windows PC, PlayStation 4, Xbox One, PlayStati... | Adventure, Brawler, RPG | 3.9 | 6800 | 505 | rise challeng join hunt ! monster hunter rise ... |
| 484 | The Elder Scrolls V: Skyrim - Special Edition | 2016 | Bethesda Game Studios, Bethesda Softworks | Skyrim special edition is a remaster of the cl... | Windows PC, PlayStation 4, Xbox One, PlayStati... | Adventure, RPG | 4.0 | 7700 | 362 | skyrim special edit remast classic 2011. upgra... |
display_game_recommendations(14, tfidf_matrix, VideoGameDF)
If you liked this video game:
| Title | Release Year | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | NLP-Processed Text | |
|---|---|---|---|---|---|---|---|---|---|---|
| 17 | Bloodborne | 2015 | FromSoftware, Sony Computer Entertainment | An action RPG in which the player embodies a H... | PlayStation 4 | Adventure, RPG | 4.5 | 20000 | 1600 | action rpg player embodi hunter , transfus mys... |
You may also enjoy these 5 popular video games!
| Title | Release Year | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | NLP-Processed Text | |
|---|---|---|---|---|---|---|---|---|---|---|
| 186 | Monster Hunter Rise | 2021 | Capcom, Capcom Development Division 2 | Rise to the challenge and join the hunt! In Mo... | Windows PC, PlayStation 4, Xbox One, PlayStati... | Adventure, Brawler, RPG | 3.9 | 6800 | 505 | rise challeng join hunt ! monster hunter rise ... |
| 338 | Dying Light | 2015 | WB Games, Techland | Dying Light is a first-person, action survival... | Windows PC, Mac, Xbox 360, Linux, PlayStation ... | Adventure, RPG, Shooter | 3.6 | 9600 | 444 | die light first-person , action surviv horror ... |
| 65 | Dark Souls | 2011 | Bandai Namco Entertainment, FromSoftware | An action RPG and spiritual sequel to Demon's ... | Windows PC, Xbox 360, PlayStation 3 | Adventure, RPG | 4.3 | 16000 | 857 | action rpg spiritu sequel demon 's soul player... |
| 272 | Monster Hunter: World | 2018 | Capcom | Welcome to a new world! Take on the role of a ... | Windows PC, PlayStation 4, Xbox One | Adventure, RPG | 3.8 | 12000 | 441 | welcom new world ! take role hunter slay feroc... |
| 470 | Kirby's Adventure | 1993 | HAL Laboratory, Nintendo | Not everything is well in Dream Land. For some... | Wii U, Wii, NES, Family Computer (FAMICOM) | Platform | 3.6 | 6700 | 342 | everyth well dream land . mysteri reason , dre... |
display_game_recommendations(4, tfidf_matrix, VideoGameDF)
If you liked this video game:
| Title | Release Year | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | NLP-Processed Text | |
|---|---|---|---|---|---|---|---|---|---|---|
| 4 | Undertale | 2015 | tobyfox, 8-4 | A small child falls into the Underground, wher... | Windows PC, Mac, Linux, PlayStation 4, Xbox On... | Adventure, Indie, RPG, Turn Based Strategy | 4.2 | 32000 | 2500 | small child fall underground , monster long ba... |
You may also enjoy these 5 popular video games!
| Title | Release Year | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | NLP-Processed Text | |
|---|---|---|---|---|---|---|---|---|---|---|
| 184 | Deltarune: Chapter 1 | 2018 | tobyfox, 8-4 | The story follows a human named Kris who lives... | Windows PC, Mac, PlayStation 4, Nintendo Switch | Adventure, Indie, RPG, Turn Based Strategy | 3.9 | 13000 | 678 | stori follow human name kri live world inhabit... |
| 174 | Detroit: Become Human | 2018 | Quantic Dream, Sony Interactive Entertainment | Detroit: Become Human puts the destiny of both... | Windows PC, PlayStation 4 | Adventure, Puzzle | 3.5 | 13000 | 752 | detroit : becom human put destini mankind andr... |
| 58 | The Legend of Zelda: Ocarina of Time | 1998 | Nintendo EAD, Nintendo | The Legend of Zelda: Ocarina of Time is the fi... | Wii U, Wii, Nintendo 64 | Adventure, RPG | 4.3 | 20000 | 958 | legend zelda : ocarina time fifth main instal ... |
| 50 | The Last of Us Part II | 2020 | Naughty Dog, Sony Interactive Entertainment | The Last of Us Part II is an action-adventure ... | PlayStation 4 | Adventure, Shooter | 4.1 | 15000 | 1500 | last us part ii action-adventur game set five ... |
| 6 | Omori | 2020 | OMOCAT, PLAYISM | A turn-based surreal horror RPG in which a chi... | Windows PC, Mac, PlayStation 4, Xbox One, Nint... | Adventure, Indie, RPG, Turn Based Strategy | 4.1 | 8700 | 1400 | turn-bas surreal horror rpg child travers vari... |
display_game_recommendations(6, tfidf_matrix, VideoGameDF)
If you liked this video game:
| Title | Release Year | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | NLP-Processed Text | |
|---|---|---|---|---|---|---|---|---|---|---|
| 6 | Omori | 2020 | OMOCAT, PLAYISM | A turn-based surreal horror RPG in which a chi... | Windows PC, Mac, PlayStation 4, Xbox One, Nint... | Adventure, Indie, RPG, Turn Based Strategy | 4.1 | 8700 | 1400 | turn-bas surreal horror rpg child travers vari... |
You may also enjoy these 5 popular video games!
| Title | Release Year | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | NLP-Processed Text | |
|---|---|---|---|---|---|---|---|---|---|---|
| 91 | EarthBound | 1994 | Nintendo, Creatures Inc. | A turn-based JRPG and sequel to then-Japan-onl... | Wii U, Super Famicom, SNES, New Nintendo 3DS | Adventure, RPG, Turn Based Strategy | 4.2 | 10000 | 723 | turn-bas jrpg sequel then-japan-onli earthboun... |
| 208 | Little Nightmares | 2017 | Tarsier Studios, Bandai Namco Entertainment | Immerse yourself in Little Nightmares, a dark ... | Windows PC, PlayStation 4, Xbox One, Nintendo ... | Adventure, Platform, Puzzle | 3.7 | 9200 | 471 | immers littl nightmar , dark whimsic tale conf... |
| 4 | Undertale | 2015 | tobyfox, 8-4 | A small child falls into the Underground, wher... | Windows PC, Mac, Linux, PlayStation 4, Xbox On... | Adventure, Indie, RPG, Turn Based Strategy | 4.2 | 32000 | 2500 | small child fall underground , monster long ba... |
| 89 | Terraria | 2011 | Re-Logic, Headup Games | Dig, Fight, Explore, Build: The very world is ... | Windows PC, Android, Mac, Wii U, Xbox 360, Lin... | Adventure, Indie, Platform, RPG, Simulator, St... | 4.0 | 21000 | 1200 | dig , fight , explor , build : world fingertip... |
| 240 | Ori and the Will of the Wisps | 2020 | Moon Studios, Xbox Game Studios | The little spirit Ori is no stranger to peril,... | Windows PC, Xbox One, Nintendo Switch, Xbox Se... | Adventure, Platform | 4.3 | 7000 | 419 | littl spirit ori stranger peril , fate flight ... |
display_game_recommendations(31, tfidf_matrix, VideoGameDF)
If you liked this video game:
| Title | Release Year | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | NLP-Processed Text | |
|---|---|---|---|---|---|---|---|---|---|---|
| 36 | Sekiro: Shadows Die Twice | 2019 | FromSoftware, Activision | Enter a dark and brutal new gameplay experienc... | Windows PC, PlayStation 4, Xbox One, Google St... | Adventure, Brawler | 4.4 | 16000 | 1200 | enter dark brutal new gameplay experi creator ... |
You may also enjoy these 5 popular video games!
| Title | Release Year | Developers | Summary | Platforms | Genres | Average Rating | Total Players | Total Reviews | NLP-Processed Text | |
|---|---|---|---|---|---|---|---|---|---|---|
| 86 | Dark Souls: Remastered | 2018 | Bandai Namco Entertainment, QLOC | Dark Souls Remastered is a remastered version ... | Windows PC, PlayStation 4, Xbox One, Nintendo ... | Adventure, RPG | 4.3 | 13000 | 944 | dark soul remast remast version origin game da... |
| 76 | Yakuza: Like a Dragon | 2020 | Sega, Ryƫ Ga Gotoku Studios | Become Ichiban Kasuga, a low-ranking yakuza gr... | Windows PC, PlayStation 4, Xbox One, PlayStati... | Adventure, RPG, Turn Based Strategy | 4.3 | 6900 | 741 | becom ichiban kasuga , low-rank yakuza grunt l... |
| 30 | Dark Souls III | 2016 | Bandai Namco Entertainment, FromSoftware | Dark Souls continues to push the boundaries wi... | Windows PC, PlayStation 4, Xbox One | Adventure, RPG | 4.2 | 22000 | 1400 | dark soul continu push boundari latest , ambit... |
| 172 | Assassin's Creed II | 2009 | Ubisoft Montreal, Ubisoft Entertainment | Discover an intriguing and epic story of power... | Windows PC, Mac, Xbox 360, iOS, PlayStation 3 | Adventure, Platform | 3.8 | 18000 | 613 | discov intrigu epic stori power , reveng consp... |
| 137 | Dark Souls II: Scholar of the First Sin | 2015 | Bandai Namco Entertainment, FromSoftware | 'Dark Souls II: Scholar of the First Sin' is a... | Windows PC, Xbox 360, PlayStation 4, PlayStati... | Adventure, RPG | 3.5 | 13000 | 872 | 'dark soul ii : scholar first sin ' upgrad bun... |